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<title>LFM2.5 Embedding API</title>
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<h1>π§ LFM2.5 Embedding API</h1>
<p class="subtitle">OpenAI-compatible embeddings running on pure CPU</p>
<div class="status-badge">
<span class="status-dot"></span>
<span>Operational</span>
</div>
</div>
<div class="card">
<h2>π Model Information</h2>
<div class="grid">
<div class="info-item">
<div class="label">Model</div>
<div class="value">LFM2.5-Embedding-350M</div>
</div>
<div class="info-item">
<div class="label">Provider</div> <div class="value">Liquid AI</div>
</div>
<div class="info-item">
<div class="label">Dimensions</div>
<div class="value">1024 floats</div>
</div>
<div class="info-item">
<div class="label">Context</div>
<div class="value">512 tokens</div>
</div>
<div class="info-item">
<div class="label">Quantization</div>
<div class="value">Q8_0 (GGUF)</div>
</div>
<div class="info-item">
<div class="label">Engine</div>
<div class="value">llama.cpp (CPU)</div>
</div>
</div>
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<div class="card">
<h2>π Endpoint</h2>
<p><span class="endpoint">POST</span><code>/v1/embeddings</code></p>
<p style="margin-top: 15px;">Compatible with OpenAI SDK, LangChain, LlamaIndex, Open WebUI, Cursor, OpenClaw, and more.</p>
</div>
<div class="card">
<h2>π Quick Start (cURL)</h2>
<pre><code>curl -X POST "https://YOUR-SPACE.hf.space/v1/embeddings" \
-H "Authorization: Bearer YOUR_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"input": "Your text here",
"model": "LiquidAI/LFM2.5-Embedding-350M",
"input_type": "document"
}'</code></pre>
</div>
<div class="card">
<h2>π Python Example</h2>
<pre><code>from openai import OpenAI
client = OpenAI(
api_key="YOUR_API_KEY",
base_url="https://YOUR-SPACE.hf.space/v1/"
)
response = client.embeddings.create(
model="LiquidAI/LFM2.5-Embedding-350M", input="Your text here",
extra_body={"input_type": "document"}
)
print(response.data[0].embedding[:5])</code></pre>
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<h2>π Authentication</h2>
<p>All requests require a Bearer token:</p>
<pre><code>Authorization: Bearer YOUR_API_KEY</code></pre>
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<div class="card" style="text-align: center;">
<h2>π Documentation</h2>
<p>For complete setup instructions and licensing:</p>
<a href="https://huggingface.co/spaces/Edu014/LFM2.5-Embedding/blob/main/README.md" target="_blank" rel="noopener">View README β</a>
<div class="footer">
<p>Built with β€οΈ for the RAG community</p>
<p style="margin-top: 8px; font-size: 0.85em;">
Powered by <a href="https://www.liquid.ai" target="_blank" rel="noopener">Liquid AI</a> β’
<a href="https://github.com/ggerganov/llama.cpp" target="_blank" rel="noopener">llama.cpp</a> β’
<a href="https://fastapi.tiangolo.com" target="_blank" rel="noopener">FastAPI</a>
</p>
</div>
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